Masterclass Certificate in Topic Modeling and Machine Learning
-- ViewingNowThe Masterclass Certificate in Topic Modeling and Machine Learning is a comprehensive course that equips learners with essential skills in data analysis and predictive modeling. This program covers crucial topics including unsupervised learning, natural language processing, and topic modeling algorithms such as Latent Dirichlet Allocation (LDA) and Non-negative Matrix Factorization (NMF).
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โข Introduction to Topic Modeling and Machine Learning
โข Data Preprocessing for Topic Modeling
โข Probabilistic Topic Models: Latent Dirichlet Allocation (LDA)
โข Non-Negative Matrix Factorization (NMF) for Topic Modeling
โข Implementing Topic Modeling Algorithms using Python & Gensim
โข Evaluation Metrics for Topic Models
โข Advanced Topic Modeling Techniques: Correlation Explanation (CorEx) & Hierarchical Dirichlet Process (HDP)
โข Topic Modeling in Real-world Scenarios: Case Studies & Applications
โข Machine Learning Basics: Supervised & Unsupervised Learning
โข Topic Modeling Integration with Machine Learning Algorithms
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